Erdem ÇakanAral SahinMert NakıpVolkan RodopluCakan, ErdemSahin, AralRodoplu, VolkanNakip, Mert2025-10-062021978166544431610.1109/WF-IoT51360.2021.95952822-s2.0-85119835964https://www.scopus.com/inward/record.uri?eid=2-s2.0-85119835964&doi=10.1109%2FWF-IoT51360.2021.9595282&partnerID=40&md5=b9d4c4a0d41227a8f72af2e6945c64d4https://gcris.yasar.edu.tr/handle/123456789/8959https://doi.org/10.1109/WF-IoT51360.2021.9595282We develop a Multi-Layer Perceptron (MLP) Decomposition architecture for mobile Internet Things (IoT) indoor positioning. We demonstrate the performance of our architecture on an indoor system that utilizes ultra-wideband (UWB) positioning. Our architecture outperforms the following benchmark processing techniques on the same data: MLP Linear Regression Ridge Regression Support Vector Regression and the Least Squares Method for indoor positioning. The results show that our architecture can significantly advance the positioning accuracy of indoor positioning systems and enable indoor applications such as navigation proximity marketing asset tracking collision avoidance and social distancing. © 2021 Elsevier B.V. All rights reserved.Englishinfo:eu-repo/semantics/closedAccessArtificial Intelligence (ai), Indoor Positioning, Internet Of Things (iot), Machine Learning (ml), Multi-layer Perceptron (mlp), Ultrawideband (uwb), Architecture, Indoor Positioning Systems, Least Squares Approximations, Machine Learning, Ultra-wideband (uwb), Artificial Intelligence, Indoor Positioning, Indoor Systems, Internet Of Thing, Mobile Internet, Multi-layer Perceptron, Multilayers Perceptrons, Performance, Ultrawideband, Internet Of ThingsArchitecture, Indoor positioning systems, Least squares approximations, Machine learning, Ultra-wideband (UWB), Artificial intelligence, Indoor positioning, Indoor systems, Internet of thing, Mobile Internet, Multi-layer perceptron, Multilayers perceptrons, Performance, Ultrawideband, Internet of thingsMachine Learning (ML)Multi-Layer Perceptron (MLP)Indoor PositioningUltrawideband (UWB)Artificial Intelligence (AI)Internet of Things (IoT)Conference Object